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A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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48 results for Grassmannian Diffusion Maps

GDMaps reduces high-dimensional data to lower dimensions for better classification.

problem High-dimensional data classification and representation.
method Grassmannian Diffusion Maps technique for nonlinear dimensionality reduction.
result GDMaps effectively identifies intrinsic subspace structures in high-dimensional data.

Develops a surrogate model for predicting system responses using GDMaps and geometric harmonics.

problem Predicting responses of engineering systems and complex physical phenomena with uncertainties.
method Grassmannian diffusion maps (GDMaps) and geometric harmonics for low-dimensional representation and function extension.
result Accurate predictions of system responses in various examples, demonstrating the technique's potential for uncertainty quantification.

Using the Plucker map between grassmannians, we study basic aspects of classic grassmannian geometries. For `hyperbolic' grassmannian geometries, we prove some facts (for instance, that the Plucker map is a minimal isometric embedding) that were previously known in the `elliptic' case.

2009-07-26abs ↗pdf ↗

Maps from 2-planes to projective spaces using quaternions and octonions.

problem Constructing maps between geometric spaces.
method Using quaternions and octonions, maps are constructed from Gr2(Rn)\mathrm{Gr}_2(\mathbb{R}^n) to RPk\mathbb{R}\mathrm{P}^k.
result Maps induce isomorphisms at the fundamental group level and are submersions for certain values of nn and kk.

Harmonic unit normal sections studied for Grassmannians induced by cross products.

problem Energy of maps assigning unit vectors to subspaces of Grassmannians.
method Analyzing cross products to induce harmonic sections into sphere bundles.
result All unit normal sections of Grassmannians associated with cross products are harmonic.

Smooth structures on infinite dimensional Grassmannians and non-commutative cross-ratios.

problem Smooth structures on infinite dimensional Grassmannians and non-commutative cross-ratios.
method Analyzing and expanding the notion of non-commutative cross-ratios, proving their smoothness.
result Smoothness of non-commutative cross-ratios.

This paper proves area-minimizing cones over Grassmannian manifolds.

problem Determine if cones over Grassmannian manifolds are area-minimizing.
method Detailed descriptions of embedding maps using Hermitian orthogonal projectors, re-proving area-minimization using Lawlor's Curvature Criterion.
result All cones over Grassmannian manifolds are area-minimizing except for oriented real Grassmannians.

Study on determinants of unitary Brownian motion and their asymptotic laws.

problem Understanding determinants of unitary Brownian motion and their behavior over time.
method Using Stiefel fibration and skew-product decomposition of the Stiefel Brownian motion.
result Prove asymptotic laws for determinants of block entries of unitary Brownian motion.

A harmonic map from a Riemannian manifold into a Grassmannian manifold is characterized by a vector bundle, a space of sections of this bundle and a Laplace operator. We apply our main theorem, itself a generalization of a Theorem of Takahashi, to generalize the theory of do Carmo and Wallach and to describe the moduli…

2014-08-07abs ↗pdf ↗

Develops a correspondence between symplectic orbits and Grassmannians.

problem Understanding the homotopy types of Grassmannians of linear subspaces in symplectic vector spaces.
method Uses orbit fibrations and linear symplectic reduction to compute homotopy types.
result Recover observations from Arnold, Oh-Park, and Lee-Leung in different cases.

We consider discrete nets in Grassmannians Grd\mathbb{G}^d_r which generalize Q-nets (maps ZNPd\mathbb{Z}^N\to\mathbb{P}^d with planar elementary quadrilaterals) and Darboux nets (Pd\mathbb{P}^d-valued maps defined on the edges of ZN\mathbb{Z}^N such that quadruples of points corresponding to elementary squares are all co…

2008-12-30abs ↗pdf ↗

We give a completely explicit formula for all harmonic maps of finite uniton number from a Riemann surface to the unitary group U(n) in any dimension, and so all harmonic maps from the 2-sphere, in terms of freely chosen meromorphic functions on the surface and their derivatives, using only combinations of projections …

2008-11-07abs ↗pdf ↗

We consider the twistor theory of nilconformal harmonic maps from a Riemann surface into the Cayley plane OP2=F4/Spin(9)\mathbf{O} P^2=F_4/\mathrm{Spin}(9). By exhibiting this symmetric space as a submanifold of the Grassmannian of 1010-dimensional subspaces of the fundamental representation of F4F_4, techniques and constructions …

2019-05-20abs ↗pdf ↗

Narasihman and Ramanan proved that an arbitrary connection in a vector bundle over a base space B can be obtained as the pull-back (via a correctly chosen classifying map from B into the appropriate Grassmannian) of the universal connection in the universal bundle over the Grassmannian. The purpose of this paper is to …

2014-05-27abs ↗pdf ↗

Let M=Σ1×Σ2M=Σ_1\times Σ_2 be the product of two compact Riemannian manifolds of dimension n2n\geq 2 and two, respectively. Let ΣΣ be the graph of a smooth map f:Σ1Σ2f:Σ_1\mapsto Σ_2, then ΣΣ is an nn-dimensional submanifold of MM. Let G{\frak G} be the Grassmannian bundle over MM whose fiber at each point is the set of …

2002-09-16abs ↗pdf ↗

The rank nn swapping algebra is the Poisson algebra defined on the ordered pairs of points on a circle using the linking numbers, where a subspace of (Kn×Kn)r/GL(n,K)(\mathbb{K}^n \times \mathbb{K}^{n*})^r/\operatorname{GL}(n,\mathbb{K}) is its geometric mode. In this paper, we find an injective Poisson homomorphism from the Poisso…

2019-04-15abs ↗pdf ↗

A new method quantifies uncertainty in brain injury simulations.

problem High computational cost and high-dimensional inputs/outputs limit traditional UQ methods for biofidelic head models.
method Two-stage, data-driven manifold learning framework using Gaussian kernel-density estimation, diffusion maps, and Grassmannian diffusion maps.
result Surrogate models reduce computational cost while providing highly accurate approximations of the computational model.

The Grassmannian model represents harmonic maps from Riemann surfaces by families of shift-invariant subspaces of a Hilbert space. We impose a natural symmetry condition on the shift-invariant subspaces that corresponds to considering an important class of harmonic maps into symmetric and kk-symmetric spaces. In parti…

2019-08-05abs ↗pdf ↗

The skew mean curvature flow (SMCF) is a natural generalization of the famous vortex filament equation. In this note, we show that the Gauss map of the SMCF satisfies a Schrödinger flow equation. In this regard, we explore the geometry of the oriented Grassmannian manifold explicitly by embedding it into the exterior p…

2017-11-07abs ↗pdf ↗

Diffusion maps are an emerging data-driven technique for non-linear dimensionality reduction, which are especially useful for the analysis of coherent structures and nonlinear embeddings of dynamical systems. However, the computational complexity of the diffusion maps algorithm scales with the number of observations. T…

2018-02-23abs ↗pdf ↗

In this paper we describe how the operation of adding a uniton arises via the DPW method of obtaining harmonic maps into compact Riemannian symmetric spaces out of certain holomorphic one forms. We exploit this point of view to investigate which unitons preserve finite type property of harmonic maps. In particular, we …

2007-12-10abs ↗pdf ↗

In this article we discuss the interaction between the geometry of a quaternion-Kahler manifold M and that of the Grassmannian G(3,g) of oriented 3-dimensional subspaces of a compact Lie algebra g. This interplay is described mainly through the moment mapping induced by the action of a group G of quaternionic isometrie…

2006-04-10abs ↗pdf ↗

We investigate in detail the connection between harmonic maps from Riemann surfaces into the unitary group $\U(n)$ and their Grassmannian models: these are families of shift-invariant subspaces of $L^2(S^1,\C^n)$. With the help of operator-theoretic methods we derive a criterion for finiteness of the uniton number whic…

2018-12-21abs ↗pdf ↗

Harmonic morphisms and p-harmonic functions constructed on symmetric spaces.

problem Constructing harmonic morphisms and p-harmonic functions on symmetric spaces.
method Using Cartan embedding and related maps to relate tension field and conformality operator.
result Simple formulae relating tension field and conformality operator on symmetric spaces to those on their images.

We establish explicit formulae for canonical factorizations of extended solutions corresponding to harmonic maps of finite uniton number into the exceptional Lie group G2G_2 in terms of the Grassmannian model for the group of based algebraic loops in G2G_2. A description of the ``Frenet frame data" for such harmonic ma…

2010-07-26abs ↗pdf ↗